Optimization

Here's the Optimization Help for matlab. This is the key function you will need to implement SVMs. Here's another useful document.

More on Kernel Methods

Videolectures has several videos and lecture slides covering Kernel Methods. Wikipedia has nice definition and additional resources for kernel methods. Support-Vector-Machines.org has additional resources and references for... you can guess what.